Book 2006

Spatial Analysis and GeoComputation

Selected Essays


ISBN: 978-3-540-35729-2 (Print) 978-3-540-35730-8 (Online)

Table of contents (14 chapters)

  1. Front Matter

    Pages i-viii

  2. Introduction

    1. Chapter

      Pages 1-13


  3. Spatial Analysis and GIS

    1. Front Matter

      Pages 15-15

    2. Chapter

      Pages 17-28

      Spatial Analysis in Geography

    3. Chapter

      Pages 29-42

      Spatial Interaction Models and the Role of Geographic Information Systems

    4. Chapter

      Pages 43-60

      GIS and Network Analysis

    5. Chapter

      Pages 61-76

      Expert Systems and Artificial Neural Networks for Spatial Analysis and Modelling

  4. Computational Intelligence in Spatial Data Analysis

    1. Front Matter

      Pages 77-77

    2. Chapter

      Pages 79-102

      Computational Neural Networks — Tools for Spatial Data Analysis

    3. Chapter

      Pages 103-128

      Artificial Neural Networks: A New Approach to Modelling Interregional Telecommunication Flows

    4. Chapter

      Pages 129-151

      A Genetic-Algorithms Based Evolutionary Computational Neural Network for Modelling Spatial Interaction Data

  5. GeoComputation in Remote Sensing Environments

    1. Front Matter

      Pages 153-153

    2. Chapter

      Pages 155-181

      Evaluation of Neural Pattern Classifiers for a Remote Sensing Application

    3. Chapter

      Pages 183-207

      Optimisation in an Error Backpropagation Neural Network Environment with a Performance Test on a Spectral Pattern Classification Problem

    4. Chapter

      Pages 209-237

      Fuzzy ARTMAP — A Neural Classifier for Multispectral Image Classification

  6. New Frontiers in Neural Spatial Interaction Modelling

    1. Front Matter

      Pages 239-239

    2. Chapter

      Pages 241-268

      Neural Network Modelling of Constrained Spatial Interaction Flows

    3. Chapter

      Pages 269-282

      Learning in Neural Spatial Interaction Models: A Statistical Perspective

    4. Chapter

      Pages 283-309

      A Methodology for Neural Spatial Interaction Modelling

  7. Back Matter

    Pages 311-336